Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: WDR48

Gene summary for WDR48

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDR48

Gene ID

57599

Gene nameWD repeat domain 48
Gene AliasBun62
Cytomap3p22.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q8TAF3


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
57599WDR48LZE4THumanEsophagusESCC1.55e-101.93e-010.0811
57599WDR48LZE7THumanEsophagusESCC1.60e-031.79e-010.0667
57599WDR48LZE24THumanEsophagusESCC3.94e-151.98e-010.0596
57599WDR48P1T-EHumanEsophagusESCC4.14e-021.54e-010.0875
57599WDR48P2T-EHumanEsophagusESCC4.16e-162.08e-010.1177
57599WDR48P4T-EHumanEsophagusESCC1.31e-112.35e-010.1323
57599WDR48P8T-EHumanEsophagusESCC1.96e-141.84e-010.0889
57599WDR48P9T-EHumanEsophagusESCC8.30e-091.40e-010.1131
57599WDR48P10T-EHumanEsophagusESCC6.81e-101.37e-010.116
57599WDR48P11T-EHumanEsophagusESCC6.44e-082.21e-010.1426
57599WDR48P12T-EHumanEsophagusESCC8.61e-153.20e-010.1122
57599WDR48P15T-EHumanEsophagusESCC4.18e-061.05e-010.1149
57599WDR48P16T-EHumanEsophagusESCC4.43e-172.67e-010.1153
57599WDR48P17T-EHumanEsophagusESCC3.33e-031.66e-010.1278
57599WDR48P19T-EHumanEsophagusESCC4.60e-022.58e-010.1662
57599WDR48P20T-EHumanEsophagusESCC9.94e-091.15e-010.1124
57599WDR48P21T-EHumanEsophagusESCC3.90e-211.24e-010.1617
57599WDR48P22T-EHumanEsophagusESCC1.88e-091.30e-010.1236
57599WDR48P23T-EHumanEsophagusESCC5.70e-143.26e-010.108
57599WDR48P24T-EHumanEsophagusESCC1.97e-091.97e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:20010228EsophagusESCCpositive regulation of response to DNA damage stimulus69/8552105/187232.66e-052.22e-0469
GO:00062826EsophagusESCCregulation of DNA repair82/8552130/187234.65e-053.66e-0482
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00457395EsophagusESCCpositive regulation of DNA repair49/855273/187231.74e-041.14e-0349
GO:00352647EsophagusESCCmulticellular organism growth80/8552132/187233.84e-042.22e-0380
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
WDR48SNVMissense_Mutationc.15N>Gp.His5Glnp.H5QQ8TAF3protein_codingtolerated(0.15)benign(0.08)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
WDR48SNVMissense_Mutationrs774504800c.934N>Gp.Ile312Valp.I312VQ8TAF3protein_codingtolerated(0.24)benign(0.021)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WDR48SNVMissense_Mutationrs765064556c.2017N>Tp.Arg673Cysp.R673CQ8TAF3protein_codingdeleterious(0)probably_damaging(0.975)TCGA-BH-A0BC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
WDR48insertionIn_Frame_Insnovelc.345_346insAAAAGAGGTATTp.Thr115_His116insLysArgGlyIlep.T115_H116insKRGIQ8TAF3protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
WDR48SNVMissense_Mutationnovelc.1529C>Tp.Pro510Leup.P510LQ8TAF3protein_codingdeleterious(0)probably_damaging(0.99)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR48SNVMissense_Mutationc.1210N>Ap.Glu404Lysp.E404KQ8TAF3protein_codingdeleterious(0.01)possibly_damaging(0.513)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
WDR48SNVMissense_Mutationc.784N>Ap.Asp262Asnp.D262NQ8TAF3protein_codingtolerated(0.07)benign(0.213)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDR48SNVMissense_Mutationc.83N>Gp.Tyr28Cysp.Y28CQ8TAF3protein_codingtolerated(0.18)benign(0.006)TCGA-A6-6652-01Colorectumcolon adenocarcinomaMale<65I/IITargeted Molecular therapycetuximabSD
WDR48SNVMissense_Mutationnovelc.1310N>Gp.Asp437Glyp.D437GQ8TAF3protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
WDR48SNVMissense_Mutationnovelc.1503N>Tp.Gln501Hisp.Q501HQ8TAF3protein_codingtolerated(0.21)benign(0.09)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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